{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from numba import njit "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import namedtuple\n",
    "import numpy as np\n",
    "Item = namedtuple(\"Item\", ['index', 'value', 'weight'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Very basic swapping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def basic_swap(input_data):\n",
    "    # Modify this code to run your optimization algorithm\n",
    "\n",
    "    # parse the input\n",
    "    #lines = input_data.split('\\n')\n",
    "    lines= list(input_data)\n",
    "\n",
    "    firstLine = lines[0].split()\n",
    "    item_count = int(firstLine[0])\n",
    "    capacity = int(firstLine[1])\n",
    "\n",
    "    items = []\n",
    "\n",
    "    for i in range(1, item_count+1):\n",
    "        line = lines[i]\n",
    "        parts = line.split()\n",
    "        items.append(Item(i-1, int(parts[0]), int(parts[1])))\n",
    "\n",
    "    value = 0\n",
    "    weight = 0\n",
    "    taken = [0]*len(items)\n",
    "\n",
    "    for item in items:\n",
    "       if weight + item.weight <= capacity:\n",
    "           taken[item.index] = 1\n",
    "           value += item.value\n",
    "           weight += item.weight\n",
    "\n",
    "\n",
    "    # swapping\n",
    "    for item_1 in items:\n",
    "       if taken[item_1.index]==0:\n",
    "           for item_2 in items:\n",
    "               if taken[item_2.index]==1 and item_1.value>=item_2.value and weight - item_2.weight + item_1.weight<=capacity:\n",
    "                   taken[item_1.index]=1\n",
    "                   taken[item_2.index]=0\n",
    "                   value+= (item_1.value -item_2.value)\n",
    "                   weight+= (item_1.weight -item_2.weight)\n",
    "    output_data = str(value) + ' ' + str(0) + '\\n'\n",
    "    output_data += ' '.join(map(str, taken))\n",
    "    return output_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'42 0\\n0 1 0 0'"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with open('ks_lecture_dp_2.txt') as data:\n",
    "    output=basic_swap(data)\n",
    "output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dynamic Programing using the list"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test(input_data):\n",
    "    \n",
    "    # parse the input (use the following line when used in python file)\n",
    "#     lines = input_data.split('\\n')\n",
    "    lines= list(input_data)\n",
    "\n",
    "    firstLine = lines[0].split()\n",
    "    item_count = int(firstLine[0])\n",
    "    capacity = int(firstLine[1])\n",
    "\n",
    "    items = []\n",
    "\n",
    "    for i in range(1, item_count+1):\n",
    "        line = lines[i]\n",
    "        parts = line.split()\n",
    "        items.append(Item(i-1, int(parts[0]), int(parts[1])))\n",
    "\n",
    "    # a trivial greedy algorithm for filling the knapsack\n",
    "    # it takes items in-order until the knapsack is full\n",
    "#     value = 0\n",
    "#     weight = 0\n",
    "#     taken = [0]*len(items)\n",
    "\n",
    "#     ##orginal\n",
    "#     for item in items:\n",
    "#         if weight + item.weight <= capacity:\n",
    "#             taken[item.index] = 1\n",
    "#             value += item.value\n",
    "#             weight += item.weight\n",
    "    \n",
    "    value_table=[]\n",
    "\n",
    "    for i in range(len(items)+1):\n",
    "        value_list=[0]*(capacity+1) \n",
    "        if i!=0:\n",
    "            if i<= len(items):\n",
    "                item = items[i-1]\n",
    "            \n",
    "            for size in range(capacity+1):\n",
    "             \n",
    "                if size<item.weight:\n",
    "                    ### have to use value_list, and then append(value_list)\n",
    "                    value_list[size]=value_table[i-1][size]\n",
    "                    #value_table[i].append(value_table[i-1][size])\n",
    "                elif size==item.weight and value_table[i-1][size]<=item.value:\n",
    "                    #value_table[i].append(item.value)\n",
    "                    value_list[size]=item.value\n",
    "                else:\n",
    "                    value_list[size]=max(value_table[i-1][size], \n",
    "                                          item.value+value_table[i-1][size-item.weight])\n",
    "        print('number of items:', i)\n",
    "        value_table.append(value_list)\n",
    "    \n",
    "#     return value_table\n",
    "\n",
    "    value=value_table[item_count][capacity]\n",
    "\n",
    "    current_value=value\n",
    "    current_capacity=capacity\n",
    "    taken = [0]*len(items)\n",
    "    for current_i in range(item_count-1,-1,-1):\n",
    "        if value_table[current_i][current_capacity]<current_value:\n",
    "            taken[current_i]=1\n",
    "            current_value=value_table[current_i][current_capacity-items[current_i].weight]\n",
    "            current_capacity-=items[current_i].weight\n",
    "#             print('this is',current_i, current_capacity,current_value,taken[current_i])\n",
    "\n",
    "    # prepare the solution in the specified output format\n",
    "    output_data = str(value) + ' ' + str(0) + '\\n'\n",
    "    output_data += ' '.join(map(str, taken))\n",
    "    return output_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dynamic programming using Numba, replacing list with array\n",
    "### In this case, the computation speeds up 1000 times!!!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fast_test(input_data):\n",
    "    \n",
    "    # parse the input\n",
    "#     lines = input_data.split('\\n')\n",
    "    lines= list(input_data)\n",
    "\n",
    "    firstLine = lines[0].split()\n",
    "    item_count = int(firstLine[0])\n",
    "    capacity = int(firstLine[1])\n",
    "\n",
    "    items=[]\n",
    "\n",
    "    for i in range(1, item_count+1):\n",
    "        line = lines[i]\n",
    "        parts = line.split()\n",
    "        items.append(Item(i-1, int(parts[0]), int(parts[1])))\n",
    "\n",
    "    # a trivial greedy algorithm for filling the knapsack\n",
    "    # it takes items in-order until the knapsack is full\n",
    "\n",
    "    value,taken= fast_dp(items, item_count, capacity)\n",
    "    # prepare the solution in the specified output format\n",
    "    output_data = str(value) + ' ' + str(0) + '\\n'\n",
    "    output_data += ' '.join(map(str, taken))\n",
    "    return output_data\n",
    "    \n",
    "@njit(fastmath=True)    \n",
    "def fast_dp(items, item_count, capacity):\n",
    "    \n",
    "    value_table=np.zeros((item_count+1, capacity+1))\n",
    "    \n",
    "    for i in range(1,(item_count+1)):\n",
    "        item = items[i-1]\n",
    "        \n",
    "        for size in range(capacity+1):\n",
    "\n",
    "            if size<item.weight:\n",
    "                ### have to use value_list, and then append(value_list)\n",
    "                value_table[i][size]=value_table[i-1][size]\n",
    "#             elif size==item.weight and value_table[i-1][size]<=item.value:\n",
    "#                 value_list[size]=item.value\n",
    "            else:\n",
    "                value_table[i][size]=max(value_table[i-1][size], \n",
    "                                      item.value+value_table[i-1][size-item.weight])\n",
    "        print('number of items:', i)\n",
    "    \n",
    "#     return value_table\n",
    "\n",
    "    value=value_table[item_count][capacity]\n",
    "\n",
    "    current_value=value\n",
    "    current_capacity=capacity\n",
    "#     taken = np.zeros(item_count)   ## it's a float array\n",
    "    taken = [0]* item_count\n",
    "    for current_i in range(item_count-1,-1,-1):\n",
    "        if value_table[current_i][current_capacity]<current_value:\n",
    "            taken[current_i]=1\n",
    "            current_value=value_table[current_i][current_capacity-items[current_i].weight]\n",
    "            current_capacity-=items[current_i].weight\n",
    "#             print('this is',current_i, current_capacity,current_value,taken[current_i])\n",
    "    return int(value), taken\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "with open('ks_400_0.txt') as data:\n",
    "    output=fast_test(data)\n",
    "output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of items: 1\n",
      "number of items: 2\n",
      "number of items: 3\n",
      "number of items: 4\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'44 0\\n1 0 0 1'"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with open('ks_lecture_dp_2.txt') as data:\n",
    "    output=fast_test(data)\n",
    "output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('ks_400_0.txt') as data:\n",
    "    output=test(data)\n",
    "output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <th>0</th>\n",
       "      <td>4 7\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>16 2\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19 3\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23 4\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28 5\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>\\n</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        0\n",
       "0   4 7\\n\n",
       "1  16 2\\n\n",
       "2  19 3\\n\n",
       "3  23 4\\n\n",
       "4  28 5\\n\n",
       "5      \\n"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with open('ks_lecture_dp_2.txt') as data:\n",
    "#     k=list(data)\n",
    "    kk=pd.DataFrame(list(data))\n",
    "kk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>19</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>35</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>35</td>\n",
       "      <td>42</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   0   1   2   3   4\n",
       "0  0   0   0   0   0\n",
       "1  0   0   0   0   0\n",
       "2  0  16  16  16  16\n",
       "3  0  16  19  19  19\n",
       "4  0  16  19  23  23\n",
       "5  0  16  35  35  35\n",
       "6  0  16  35  39  39\n",
       "7  0  16  35  42  44"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(output).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Depth-first branch and bound"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [],
   "source": [
    "def relax_est(items, capacity):\n",
    "    sorted_items= sorted(items, key=lambda x: x.vd)\n",
    "    estimate=0.0\n",
    "    while capacity>0 and sorted_items != []:\n",
    "        item=sorted_items.pop()\n",
    "        choose=min(1,capacity/item.weight)\n",
    "        capacity-=choose* item.weight\n",
    "        estimate+=choose * item.value\n",
    "    return estimate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mm=[1]\n",
    "mm.pop()\n",
    "mm==False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "Person = namedtuple('Person', 'name age score')\n",
    "seq = [\n",
    "    Person(name='nick', age=23, score=100),\n",
    "    Person(name='bob', age=25, score=200),\n",
    "]\n",
    "\n",
    "y=sorted(seq, key=lambda x: x.age, reverse=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 0, 1, 2), 1]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tree= [(0, 0,1, 2)]\n",
    "tree.append(1)\n",
    "tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [],
   "source": [
    "Item = namedtuple(\"Item\", ['index', 'value', 'weight', 'vd'])\n",
    "def df_BaB(input_data):\n",
    "\n",
    "    # parse the input\n",
    "    #lines = input_data.split('\\n')\n",
    "    lines= list(input_data)\n",
    "\n",
    "    firstLine = lines[0].split()\n",
    "    item_count = int(firstLine[0])\n",
    "    capacity = int(firstLine[1])\n",
    "\n",
    "    items = []\n",
    "    \n",
    "    for i in range(1, item_count+1):\n",
    "        line = lines[i]\n",
    "        parts = line.split()\n",
    "        items.append(Item(i-1, int(parts[0]), int(parts[1]), float(parts[0])/float(parts[1])))\n",
    "    \n",
    "    ##namedtuples are immutatble\n",
    "    tree_node= namedtuple('tree_node', ['value', 'weight', 'estimate', 'taken'])\n",
    "    tree= [tree_node(0, 0, relax_est(items, capacity),[0]*item_count)]\n",
    "    num=0\n",
    "    while items!= []:\n",
    "        print('adding item', num)\n",
    "        num+=1\n",
    "        item= items.pop(0)\n",
    "        # Namedtuples object has to be re-defined inside the while loop.\n",
    "        ## becuase it's a new class, rather than a variable\n",
    "        tree_node= namedtuple('tree_node', ['value', 'weight', 'estimate', 'taken'])\n",
    "        print('# of possible nodes: ', len(tree))\n",
    "        for i in range(len(tree)):\n",
    "            old_node=tree.pop(0)          \n",
    "\n",
    "            x=relax_est(items, capacity-old_node.weight)\n",
    "            no_taken_item_node=tree_node(int(old_node.value), int(old_node.weight), float(x),old_node.taken)\n",
    "\n",
    "            new_taken=[]\n",
    "            for i in old_node.taken:\n",
    "                new_taken.append(i)\n",
    "            \n",
    "            new_taken[item.index]=1\n",
    "            x=relax_est(items, capacity-old_node.weight-item.weight)\n",
    "            take_item_node=tree_node(value=(old_node.value+item.value), weight=(old_node.weight+item.weight), \n",
    "                                estimate= x, taken=new_taken)\n",
    "            \n",
    "            ### infeasibility check: capacity constraint\n",
    "            if take_item_node.weight<=capacity:\n",
    "                tree.append(take_item_node)\n",
    "            tree.append(no_taken_item_node)    \n",
    "#             if take_item_node.value<=no_taken_item_node.value+ no_taken_item_node.estimate:\n",
    "#                 tree.append(no_taken_item_node)\n",
    "#             print(tree)\n",
    "                \n",
    "        tree=sorted(tree, key=lambda x: x.value, reverse=True)\n",
    "        opt_value=tree[0].value\n",
    "        \n",
    "        ### the branch with low estimates would be cut off\n",
    "        next_tree= [tree[0]]\n",
    "        for tree_node in tree[1:]:\n",
    "            if tree_node.value+tree_node.estimate>opt_value:\n",
    "                next_tree.append(tree_node)\n",
    "        tree=next_tree\n",
    "        \n",
    "    tree=sorted(tree, key=lambda x: x.value, reverse=True)\n",
    "    value= tree[0].value\n",
    "    taken= tree[0].taken\n",
    "\n",
    "    output_data = str(value) + ' ' + str(0) + '\\n'\n",
    "    output_data += ' '.join(map(str, taken))\n",
    "    return output_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "adding item 0\n",
      "# of possible nodes:  1\n",
      "adding item 1\n",
      "# of possible nodes:  2\n",
      "adding item 2\n",
      "# of possible nodes:  4\n",
      "adding item 3\n",
      "# of possible nodes:  8\n",
      "adding item 4\n",
      "# of possible nodes:  16\n",
      "adding item 5\n",
      "# of possible nodes:  32\n",
      "adding item 6\n",
      "# of possible nodes:  64\n",
      "adding item 7\n",
      "# of possible nodes:  128\n",
      "adding item 8\n",
      "# of possible nodes:  256\n",
      "adding item 9\n",
      "# of possible nodes:  512\n",
      "adding item 10\n",
      "# of possible nodes:  1024\n",
      "adding item 11\n",
      "# of possible nodes:  2048\n",
      "adding item 12\n",
      "# of possible nodes:  4096\n",
      "adding item 13\n",
      "# of possible nodes:  8192\n",
      "adding item 14\n",
      "# of possible nodes:  16384\n",
      "adding item 15\n",
      "# of possible nodes:  32768\n",
      "adding item 16\n",
      "# of possible nodes:  65536\n",
      "adding item 17\n",
      "# of possible nodes:  131072\n",
      "adding item 18\n",
      "# of possible nodes:  262144\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-196-3b483323332e>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'ks_400_0.txt'\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m     \u001b[0moutput\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdf_BaB\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[0moutput\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<ipython-input-194-c45198e22b85>\u001b[0m in \u001b[0;36mdf_BaB\u001b[1;34m(input_data)\u001b[0m\n\u001b[0;32m     32\u001b[0m             \u001b[0mold_node\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtree\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     33\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 34\u001b[1;33m             \u001b[0mx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mrelax_est\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcapacity\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mold_node\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mweight\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     35\u001b[0m             \u001b[0mno_taken_item_node\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtree_node\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mold_node\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mold_node\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mweight\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfloat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mold_node\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtaken\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     36\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<ipython-input-168-efa6f1482c5b>\u001b[0m in \u001b[0;36mrelax_est\u001b[1;34m(items, capacity)\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mrelax_est\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcapacity\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m     \u001b[0msorted_items\u001b[0m\u001b[1;33m=\u001b[0m \u001b[0msorted\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvd\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m     \u001b[0mestimate\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0.0\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m     \u001b[1;32mwhile\u001b[0m \u001b[0mcapacity\u001b[0m\u001b[1;33m>\u001b[0m\u001b[1;36m0\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0msorted_items\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m         \u001b[0mitem\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msorted_items\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<ipython-input-168-efa6f1482c5b>\u001b[0m in \u001b[0;36m<lambda>\u001b[1;34m(x)\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mrelax_est\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcapacity\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m     \u001b[0msorted_items\u001b[0m\u001b[1;33m=\u001b[0m \u001b[0msorted\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvd\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m     \u001b[0mestimate\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0.0\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m     \u001b[1;32mwhile\u001b[0m \u001b[0mcapacity\u001b[0m\u001b[1;33m>\u001b[0m\u001b[1;36m0\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0msorted_items\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m         \u001b[0mitem\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msorted_items\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "with open('ks_400_0.txt') as data:\n",
    "    output=df_BaB(data)\n",
    "output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
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   "language": "python",
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